I guess I will answer my question, with many holes remaining in the answer.

It seems the the hypersonic group at UCLA used this method in conjuction with operator splitting to solver hypersonic nonequilibrium flow. I still don't know what benefits this method gives over a standard implicit method, like runge backwards euler for CFD.